Re: addition of dummy points
From: "Leonid Gibiansky" leonidg@metrumrg.com
Subject: Re: [NMusers] addition of dummy points
Date: Wed, April 20, 2005 12:30 pm
Pravin
I would try to increase precision of estimation (SIGDIGITS=5 or 6) in order to get
similar results
with and without the dummy points. If this would not fix the problem, I would prefer
to use the same
data set for simulation and estimation.
One useful test would be to do two estimations: with and without the dummy points,
and plot the
population and individual predictions of both models against each other (at
observation time
points). If you see points scattered around the unit line then it should not matter
which parameter
estimates to use: the model is over-parametrized, and two different sets of
parameters give the same
predictions. If the predictions are different, you would need to decide (using
diagnostic plots, OF,
etc.) which of them better describes the data, and then use it for simulation.
I would not recommend to move to simulations before you resolve the problem with
different parameter
estimates obtained using the same data: dummy points should not significantly alter
the parameter
estimates.
Leonid